We record egocentric video of skilled workers — chefs, welders, tailors, plumbers, artisans — and deliver it as structured training data for robotics and physical AI companies.
You define what you need. We handle everything else.
Worker type, motion, environment, camera angle, duration, annotation schema. We review your spec before anything is shot — if it won't yield usable data, we say so first.
Workers are briefed, camera-trained, and recorded under protocol. Chest-mount 4K captures first-person hand and tool interaction. Written consent obtained per session.
Footage is screened, face-blurred, and verified against your spec. Annotated in your preferred format (COCO JSON, HDF5, custom). Delivered to your S3 or GCS bucket.
First-person video of real workers, in real environments, doing real work — data that doesn't exist at web scale.
Arc, MIG, TIG welding at component and structural scale. Annotated for torch angle, joint type, pass sequence, and grip pressure transitions.
Industrial and hand stitching, pattern cutting, machine threading. Task phases labeled; fabric-tension events and foot-pedal timing captured.
Knife skills, wok technique, dough work, plating. Annotated for grip type, utensil events, and ingredient-contact moments across cuisines.
Lathe and CNC operation, drilling, filing, grinding. Sub-millimeter manipulation data with tool-change and measurement events labeled.
Pipe cutting, threading, joint sealing, valve work. Spatial manipulation in confined environments.
Hand tools, power tools, wood shaping, joint assembly. Diverse grip and manipulation patterns.
Pottery throwing, block printing, brasswork, hand embroidery. Fine-motor data with high repeatability and rich intra-worker variation.
PCB work, wiring harness, connector insertion. Precision fine-motor manipulation data.
Bricklaying, plastering, tiling. Repetitive but physically precise — ideal for embodied AI training.
Transplanting, harvesting, pruning, sorting. High-value for agri-robot training datasets.
Barber scissor work, tailoring fittings, massage technique. Dexterous service-sector motions.
Any skilled task, any region. We assess feasibility and quote within 48 hours of your spec.
Every skilled trade carries regional technique variation — grip styles, tool postures, improvised shortcuts built over years. For robots trained to work globally, that variance isn't noise; it's the signal that makes models robust.
The major collection networks have broad reach but thin penetration into skilled-trades environments. We're purpose-built for that gap — protocol-driven capture, not crowd-sourced footage.
QA-passed video delivered to your bucket. No subscriptions, no retainers to start.
We'll respond within 24 hours with a feasibility assessment. No commitment required.